update llm
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2 changed files with 64 additions and 156 deletions
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@ -6,48 +6,49 @@ date = 2025-05-06
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tags = ["llm", "benchmarks", "llm-benchmarks", "lm-studio"]
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+++
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| Size (B) | Speed (T/s) | Model | Type | Quant | Spec Dec (B) | Spec Quant |
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|----------|-------------|-----------------|------|--------|--------------|------------|
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| 1.5 | 282 | qwen 2.5 | MLX | 4 | - | - |
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| 1.5 | 76 | qwen 2.5 | MLX | 8 | - | - |
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| 7 | 70 | qwen 2.5 | GUFF | Q4_K_M | - | - |
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| 7 | 101 | qwen 2.5 | MLX | 4 | - | - |
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| 7 | 58 | qwen 2.5 | MLX | 8 | - | - |
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| 12 | 35 | wayfarer | GUFF | Q6_K | - | - |
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| 12 | 65 | wayfarer | MLX | 4 | - | - |
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| 12 | 45 | wayfarer | MLX | 6 | - | - |
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| 12 | 36 | wayfarer | MLX | 8 | - | - |
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| 14 | 36 | qwen 2.5 | GUFF | Q4_K_M | - | - |
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| 14 | 52 | qwen 2.5 | MLX | 4 | - | - |
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| 14 | 55 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
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| 14 | 30 | qwen 2.5 | MLX | 8 | - | - |
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| 24 | 35 | mistral small 3 | MLX | 4 | - | - |
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| 32 | 18 | qwen 2.5 | GUFF | Q4_K_M | - | - |
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| 32 | 23 | qwen 2.5 | MLX | 4 | - | - |
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| 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
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| 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
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| 32 | 34 | qwen 2.5 | MLX | 4 | 1.5 | 8 |
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| 32 | 26 | qwen 2.5 r1 | MLX | 4 | 1.5 | 4 |
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| 32 | 33 | qwen 2.5 coder | MLX | 4 | 1.5 | 4 |
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| 32 | 31 | qwen 2.5 coder | MLX | 4 | 3 | 4 |
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| 32 | 25 | qwq | MLX | 3 | - | - |
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| 32 | 24 | qwq | MLX | 4 | - | - |
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| 32 | 18 | qwq | MLX | 4 | 1.5 | 4 |
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| 32 | 22 | qwq | MLX | 4 | 1.5 | 8 |
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| 32 | 16 | qwq | MLX | 4 | 7 | 4 |
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| 32 | 16 | qwq | MLX | 4 | 7 | 8 |
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| 32 | 16 | qwq | MLX | 6 | - | - |
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| 32 | 16 | qwq | MLX | 6 | 1.5 | 4 |
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| 32 | 16 | qwq | MLX | 6 | 1.5 | 8 |
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| 70 | 12 | wayfarer large | GUFF | Q2_K_S | - | - |
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| 70 | 15 | wayfarer large | MLX | 3 | - | - |
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| 30 - A3 | 93 | qwen 3 | MLX | 4 | - | - |
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| 30 - A3 | 76 | qwen 3 | MLX | 4 | 1.7 | 4 |
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| 30 - A3 | 81 | qwen 3 | MLX | 6 | - | - |
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| 30 - A3 | 70 | qwen 3 | MLX | 6 | 1.7 | 4 |
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| 30 - A3 | 70 | qwen 3 | MLX | 8 | - | - |
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| 32 | 22 | qwen 3 | MLX | 4 | - | - |
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| 32 | 26 | qwen 3 | MLX | 4 | 1.7 | 4 |
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| Size (B) | Speed (T/s) | Model | Type | Quant | Spec Dec (B) | Spec Quant |
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|----------|-------------|---------------------|------|--------|--------------|------------|
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| 1.5 | 282 | qwen 2.5 | MLX | 4 | - | - |
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| 1.5 | 76 | qwen 2.5 | MLX | 8 | - | - |
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| 7 | 70 | qwen 2.5 | GUFF | Q4_K_M | - | - |
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| 7 | 101 | qwen 2.5 | MLX | 4 | - | - |
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| 7 | 58 | qwen 2.5 | MLX | 8 | - | - |
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| 12 | 35 | wayfarer | GUFF | Q6_K | - | - |
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| 12 | 65 | wayfarer | MLX | 4 | - | - |
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| 12 | 45 | wayfarer | MLX | 6 | - | - |
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| 12 | 36 | wayfarer | MLX | 8 | - | - |
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| 14 | 36 | qwen 2.5 | GUFF | Q4_K_M | - | - |
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| 14 | 52 | qwen 2.5 | MLX | 4 | - | - |
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| 14 | 55 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
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| 14 | 30 | qwen 2.5 | MLX | 8 | - | - |
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| 24 | 35 | mistral small 3 | MLX | 4 | - | - |
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| 32 | 18 | qwen 2.5 | GUFF | Q4_K_M | - | - |
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| 32 | 23 | qwen 2.5 | MLX | 4 | - | - |
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| 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
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| 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
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| 32 | 34 | qwen 2.5 | MLX | 4 | 1.5 | 8 |
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| 32 | 26 | qwen 2.5 r1 | MLX | 4 | 1.5 | 4 |
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| 32 | 33 | qwen 2.5 coder | MLX | 4 | 1.5 | 4 |
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| 32 | 31 | qwen 2.5 coder | MLX | 4 | 3 | 4 |
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| 32 | 25 | qwq | MLX | 3 | - | - |
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| 32 | 24 | qwq | MLX | 4 | - | - |
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| 32 | 18 | qwq | MLX | 4 | 1.5 | 4 |
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| 32 | 22 | qwq | MLX | 4 | 1.5 | 8 |
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| 32 | 16 | qwq | MLX | 4 | 7 | 4 |
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| 32 | 16 | qwq | MLX | 4 | 7 | 8 |
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| 32 | 16 | qwq | MLX | 6 | - | - |
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| 32 | 16 | qwq | MLX | 6 | 1.5 | 4 |
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| 32 | 16 | qwq | MLX | 6 | 1.5 | 8 |
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| 70 | 12 | wayfarer large | GUFF | Q2_K_S | - | - |
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| 70 | 15 | wayfarer large | MLX | 3 | - | - |
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| 30 - A3 | 93 | qwen 3 | MLX | 4 | - | - |
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| 30 - A3 | 76 | qwen 3 | MLX | 4 | 1.7 | 4 |
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| 30 - A3 | 81 | qwen 3 | MLX | 6 | - | - |
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| 30 - A3 | 70 | qwen 3 | MLX | 6 | 1.7 | 4 |
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| 30 - A3 | 70 | qwen 3 | MLX | 8 | - | - |
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| 32 | 22 | qwen 3 | MLX | 4 | - | - |
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| 32 | 26 | qwen 3 | MLX | 4 | 1.7 | 4 |
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| 24 | 18 | Devstral Small 2507 | MLX | 8 | - | - |
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# mlx convert and upload to huggingface
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https://huggingface.co/docs/hub/en/mlx
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@ -78,103 +79,3 @@ or use https://huggingface.co/spaces/mlx-community/mlx-my-repo
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| Temp | Min P | Top P | Top K | Repeat P |
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|------|-------|-------|-------|----------|
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| 0.7 | 0.00 | 0.80 | 20 | 1.5 |
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## Prompt Template
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```
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0].role == 'system' %}
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{{- messages[0].content + '\n\n' }}
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{%- endif %}
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{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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{%- else %}
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{%- if messages[0].role == 'system' %}
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{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- set tool_start = "<tool_response>" %}
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{%- set tool_start_length = tool_start|length %}
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{%- set start_of_message = message.content[:tool_start_length] %}
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{%- set tool_end = "</tool_response>" %}
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{%- set tool_end_length = tool_end|length %}
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{%- set start_pos = (message.content|length) - tool_end_length %}
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{%- if start_pos < 0 %}
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{%- set start_pos = 0 %}
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{%- endif %}
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{%- set end_of_message = message.content[start_pos:] %}
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{%- if ns.multi_step_tool and message.role == "user" and not(start_of_message == tool_start and end_of_message == tool_end) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{%- set content = message.content %}
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{%- set reasoning_content = '' %}
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{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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{%- if '</think>' in message.content %}
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{%- set content = (message.content.split('</think>')|last).lstrip('\n') %}
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{%- set reasoning_content = (message.content.split('</think>')|first).rstrip('\n') %}
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{%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('\n') %}
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{%- endif %}
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{%- endif %}
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{%- if loop.index0 > ns.last_query_index %}
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{%- if loop.last or (not loop.last and reasoning_content) %}
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{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- if message.tool_calls %}
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{%- for tool_call in message.tool_calls %}
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{%- if (loop.first and content) or (not loop.first) %}
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{{- '\n' }}
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{%- endif %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{%- if tool_call.arguments is string %}
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{{- tool_call.arguments }}
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{%- else %}
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{{- tool_call.arguments | tojson }}
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{%- endif %}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- message.content }}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{%- if enable_thinking is defined and enable_thinking is false %}
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{{- '<think>\n\n</think>\n\n' }}
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{%- endif %}
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{%- endif %}
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```
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